Keywords:
- Bounded Support Set
- discriminative learning
- Discriminative Methods
- domain adaptation
- Indoor Scene Recognition
- Kernel Methods
- Latent SVM
- Locally Linear Support Vector Machines
- LSSVM
- ML3
- multiclass
- multiclass classification
- Naive Bayes Nearest Neighbor
- Non-Linear Classification
- online learning
- Place recognition
- robot localization
- robot vision
- Scene Recognition
- Stochastic Majorization Minimization
- support vector machines
- transfer learning
Publications of Barbara Caputo sorted by title
L
Learning to learn new models of human activities in indoor settings1, , , and , in: Interactive Multimodal Information Management, EPFL Press, 2013 |
Learning to learn new models of human activities in indoor settings1, , , and , in: Interactive Multimodal Information Management, EPFL Press, 2013 |
|
Learning to Learn, from Transfer Learning to Domain Adaptation: A Unifying Perspective, and , in: Proceedings of the Computer Vision and Pattern Recognition, Columbus, OH, pages 1442-1449, IEEE, 2014 |
[DOI] |
Leveraging over prior knowledge for online learning of visual categories, , , and , in: Proceedings of the British Machine Vision Conference, 2012 |
|
Local velocity-adapted motion events for spatio-temporal recognition, , and , in: Computer Vision and Image Undertanding, 108(3), 2007 |
|
M
Medical image annotation, , in: Interactive Multimodal Information Management, EPFL Press, 2013 |
|
Melanoma Recognition using Kernel Classifiers, , and , Idiap-RR-53-2006 |
|
Melanoma Recognition Using Representative and Discriminative Kernel Classifiers, , and , in: International Workshop on Computer Vision Applications for Medical Image Analysis, 2006 |
|
Model adaptation with least-square SVM for adaptive hand prosthetics, , , , and , in: IEEE International conference on Robotics and Automation, 2009 |
|
Model Adaptation with Least-Squares SVM for Adaptive Hand Prosthetics, , , , and , Idiap-RR-05-2009 |
|
Multi-Source Adaptive Learning for Fast Control of Prosthetics Hand, , and , in: Proceedings of the International Conference on Pattern Recognition, Stockholm, pages 2769 - 2774, 2014 |
[DOI] |
Multiclass Latent Locally Linear Support Vector Machines, , and , in: JMLR W&CP, Volume 29: Asian Conference on Machine Learning, Canberra, Australia, pages 229-244, 2013 |
[URL] |
Multiclass Transfer Learning from Unconstrained Priors, , and , Idiap-RR-25-2011 |
|
Multiclass Transfer Learning from Unconstrained Priors, , and , in: Proceedings of the 13th International Conference on Computer Vision, 2011 |
|
O
Object Category Detection using Audio-visual Cues, , , , and , in: International Conference on Computer Vision Systems (ICVS08), 2008 |
|
Object Category Detection using Audio-visual Cues, , , , and , Idiap-RR-58-2007 |
|
Object Recognition using Visuo-Affordance Maps, , , and , in: International Conference on Intelligent Robots and Systems, Taipei, pages 1572-1578, IEEE, 2010 |
[DOI] |
OM-2: An Online Multi-class Multi-kernel Learning Algorithm, , , , and , Idiap-RR-06-2010 |
|
OM-2: An Online Multi-class Multi-kernel Learning Algorithm, , , , and , in: In Proceeding of CVPR 2010, Online Learning for Computer Vision Workshop, 2010 |
|
On the Challenge of Classifying 52 Hand Movements from Surface Electromyography, , and , in: 34th Annual Conference of the IEEE Engineering in Medicine & Biology Society, 2012 |
|
On-line Independent Support Vector Machines for Cognitive Systems, , , , and , Idiap-RR-63-2007 |
|
Online-Batch Strongly Convex Multi Kernel Learning, , and , in: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2010 |
|
Online-Batch Strongly Convex Multi Kernel Learning, , and , Idiap-RR-07-2010 |
|
Overview of the CLEF 2009 medical image annotation track, , , , and , in: Workshop of the Cross-Language Evaluation Forum, Corfu, Greece, pages 85-93, Springer Berlin Heidelberg, 2009 |
[DOI] |
Overview of the ImageCLEF 2012 Robot Vision Task, , and , in: Working Notes of the ImageCLEF 2012 Laboratory, 2012 |
|
Overview of the ImageCLEF 2013 Robot Vision Task, , , and , in: Working Notes, CLEF 2013, 2013 |
|
Overview of the ImageCLEF 2014 Domain Adaptation Task, and , in: ImageCLEF 2014: Overview and analysis of the results, 2014 |
|
S
Safety in Numbers: Learning Categories from Few Examples with Multi Model Knowledge Transfer, , and , in: Proceedings of IEEE Computer Vision and Pattern Recognition Conference, San Francisco, CA, pages 3081-3088, IEEE, 2010 |
[DOI] |
Scalable greedy algorithms for transfer learning, , and , in: Computer Vision and Image Understanding, 2016 |
Scene Recognition with Naive Bayes Non-linear Learning, and , in: Proceedings of the 22nd International Conference on Pattern Recognition, Stockholm, pages 3404 - 3409, IEEE, 2014 |
[DOI] |
Spin Glass Models of Markov Random Fields, , in: International Journal on Image, Systems and Technology, 16(5), 2006 |
|
Stable Myoelectric Control of a Hand Prosthesis using Non-Linear Incremental Learning, , , , , , , and , in: Frontiers in Neurorobotics, 8, 2014 |
[DOI] |
SVM-based Discriminative Accumulation Scheme for Place Recognition, , and , in: Proceedings of the IEEE International Conference on Robotics and Automation (ICRA08), 2008 |
|
SVM-based Transfer of Visual Knowledge Across Robotic Platforms, , and , in: International Conference on Computer Vision Systems (ICVS07), 2007 |
|
SVM-based Transfer of Visual Knowledge Across Robotic Platforms, , and , Idiap-RR-65-2006 |
|
T
The COLD Database, , , , and , Idiap-RR-49-2007 |
|
The DIRAC AWEAR Audio-Visual Platform for Detection of Unexpected and Incongruent Events, , , , , , , , , , , , , and , Idiap-RR-41-2010 |
|
The DIRAC AWEAR Audio-Visual Platform for Detection of Unexpected and Incongruent Events, , , , , , , , , , , , , and , in: Proceedings of the International Conference on Multimodal Interfaces, 2008 |
|